{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (285476509)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GxkbNtVEoFGCxWLBgwQLF6263Wxyr3BeBQAAbN27UDLDN5XKKmt/jDRbbDMMw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\n77//Pv7whz9g27ZtAJQDIhc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5KBQKSCaThjESl8uFzZs3o7m5WSxTD5C0Wq2IxWK69Z0L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KAAAg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\ndg05fPiwmpqadPz4c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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1103e3610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + geom_line()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
